🐻⬇️🏀

Player model

OReb Lineup RAPM

Ridge-regularized lineup regression of offensive rebounds per 100 possessions.

Status implemented Short Name OReb Lineup RAPM
Rating Style impact Where Shown player pages, players leaderboard

Model Card

RAPM on the per-segment margin of offensive rebounds (own minus opponent per 100 possessions), fit only on games whose play-by-play offensive rebounds equal the box exactly. The ridge penalty is chosen by game-level cross-validation. Positive values mean a player's minutes raise their team's offensive rebounds relative to the opponent's. Held-out check (date split: fit before a date, score later segments; ncaam 2022-23 and 2023-24, ncaaw 2023-24): correlation with the actual per-segment margin 0.049-0.065 for this model, 0.042-0.057 for the Box Elo of the same family. Small in absolute terms: a segment holds about one such event.

Validation is computed for team models, APM, RAPM and the Box Elo forms. This page shows output coverage and site placement for this model.

Selected League / Season

Change league with the League selector at the top of the page.

Season

Held-out player predictions

Plot OReb Lineup RAPM against any counting stat (one point per player; choose any season with a served list).

No current held-out results for this selection. Held-out player validation covers APM, RAPM and the Box Elo forms.

Lineup RAPM vs Box Elo, per season

Both forms of this family are shown side by side wherever a season publishes them; this table is information, not a switch. Each column is the held-out correlation of that form's predictions with the actual per-segment margin (fit before a date, scored on later segments); within two paired standard errors the two predict equally well. Correlations are small in absolute terms: a segment holds about one such event. Held-out correlation does not penalize a Box form for not telling teammates apart; the season links show each form's team share.

League Season Lineup RAPM Box Elo Paired SE Difference Held-out segments
NCAAM 2024-2025 0.047 0.052 0.0027 -1.6 SE (within noise) 68910
NCAAM 2015-2016 0.049 0.047 0.0031 +0.7 SE (within noise) 56177
NCAAM 2014-2015 0.055 0.053 0.0034 +0.7 SE (within noise) 56813
NCAAM 2013-2014 0.046 0.036 0.0031 +3.0 SE 59680
NCAAM 2012-2013 0.039 0.041 0.0036 -0.4 SE (within noise) 53432
NCAAM 2011-2012 0.041 0.046 0.0038 -1.2 SE (within noise) 53418
NCAAM 2010-2011 0.042 0.041 0.0036 +0.2 SE (within noise) 51695
NCAAM 2009-2010 0.034 0.064 0.0088 -3.4 SE 13585
NBA 2025-2026 0.048 0.041 0.0058 +1.2 SE (within noise) 16903

Output Coverage

Rows in each model's current published run (or legacy rows where no run is selected).

League Season Rows
NCAAW 2026-2027 505
NCAAM 2026-2027 51
NCAAM 2013-2014 4666
NCAAM 2010-2011 4457
NBA 2026-2027 467
NBA 2025-2026 579